Task 3076268

Name rand_automata_0082-1606118020-23562-98_0
Workunit 1404328
Created 26 Nov 2020, 23:52:41 UTC
Sent 27 Nov 2020, 0:02:37 UTC
Report deadline 4 Dec 2020, 0:02:37 UTC
Received 27 Nov 2020, 0:12:55 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 54 sec
CPU time 9 min 50 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 3,339.24 GFLOPS
Application version Machine Learning Dataset Generator (test) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.19 GB
Peak swap size 9.98 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
DEBUG: Args: ../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200 -c -a LSTM --lr 0.001 -w 64 -b 2 -s 32 --maxepoch 192 
nthreads: 1 gpudev: 0
Re-exec()-ing to set environment correctly
Machine Learning Dataset Generator v9.80 (Linux/x86_64) (libTorch: release/1.7 GPU: GeForce GTX 1650)
[2020-11-26 19:02:53	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 19:02:53	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 19:02:53	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 19:02:53	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 19:02:53	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-98_0_r1766033831_1 (exists = 0)
[2020-11-26 19:02:53	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-98_0_r1766033831_0 (exists = 0)
[2020-11-26 19:02:53	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-98 (exists = 1)
[2020-11-26 19:02:53	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 19:02:53	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5
[2020-11-26 19:02:53	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 19:02:53	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 19:02:53	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 19:02:53	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 19:02:53	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 19:02:53	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 19:02:53	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 19:02:53	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 19:02:53	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 19:02:53	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 19:02:53	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 19:02:53	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 19:02:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 19:02:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 19:02:55	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 19:02:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 19:02:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 19:02:55	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 19:02:55	                main:501]	:	INFO	:	Creating Model
[2020-11-26 19:02:55	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 19:02:55	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 19:02:55	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 19:02:56	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 19:02:56	                main:569]	:	INFO	:	Starting Training
[2020-11-26 19:03:00	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0637862 | val_loss: 0.0637784 | Time: 4357.76 ms
[2020-11-26 19:03:03	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0638005 | val_loss: 0.063791 | Time: 2985.44 ms
[2020-11-26 19:03:06	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0638026 | val_loss: 0.0638078 | Time: 3105.14 ms
[2020-11-26 19:03:09	                main:581]	:	INFO	:	Epoch 4 | loss: 0.063789 | val_loss: 0.0637573 | Time: 2987.32 ms
[2020-11-26 19:03:12	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0637797 | val_loss: 0.0637659 | Time: 2993.99 ms
[2020-11-26 19:03:15	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0638117 | val_loss: 0.0637888 | Time: 3220.2 ms
[2020-11-26 19:03:18	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0638096 | val_loss: 0.0638351 | Time: 2981 ms
[2020-11-26 19:03:21	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0638592 | val_loss: 0.0638642 | Time: 3000.5 ms
[2020-11-26 19:03:24	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0638791 | val_loss: 0.0638855 | Time: 3152.03 ms
[2020-11-26 19:03:27	                main:581]	:	INFO	:	Epoch 10 | loss: 0.063899 | val_loss: 0.0638904 | Time: 2975.45 ms
[2020-11-26 19:03:30	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0639071 | val_loss: 0.0639119 | Time: 2987.15 ms
[2020-11-26 19:03:34	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0639712 | val_loss: 0.0639875 | Time: 3146.61 ms
[2020-11-26 19:03:37	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0640275 | val_loss: 0.0640205 | Time: 3026.57 ms
[2020-11-26 19:03:40	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0640325 | val_loss: 0.0640218 | Time: 3009.44 ms
[2020-11-26 19:03:43	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0640411 | val_loss: 0.064044 | Time: 3112.25 ms
[2020-11-26 19:03:46	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0640563 | val_loss: 0.0640495 | Time: 3248.12 ms
[2020-11-26 19:03:49	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0640609 | val_loss: 0.064034 | Time: 2976.33 ms
[2020-11-26 19:03:52	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0640538 | val_loss: 0.0640532 | Time: 2946.97 ms
[2020-11-26 19:03:55	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0640521 | val_loss: 0.0640334 | Time: 3000.72 ms
[2020-11-26 19:03:58	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0640532 | val_loss: 0.0640526 | Time: 3010.98 ms
[2020-11-26 19:04:01	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0640597 | val_loss: 0.0640475 | Time: 3082.98 ms
[2020-11-26 19:04:04	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0640573 | val_loss: 0.064072 | Time: 2976.68 ms
[2020-11-26 19:04:07	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0640745 | val_loss: 0.0640958 | Time: 3027.7 ms
[2020-11-26 19:04:10	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0640734 | val_loss: 0.0640899 | Time: 3203.84 ms
[2020-11-26 19:04:13	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0640805 | val_loss: 0.0640723 | Time: 3031.87 ms
[2020-11-26 19:04:16	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0640763 | val_loss: 0.0640721 | Time: 3050.63 ms
[2020-11-26 19:04:19	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0640754 | val_loss: 0.0640973 | Time: 3099.94 ms
[2020-11-26 19:04:22	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0640775 | val_loss: 0.0640878 | Time: 3052.22 ms
[2020-11-26 19:04:25	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0640751 | val_loss: 0.0640942 | Time: 3046.09 ms
[2020-11-26 19:04:28	                main:581]	:	INFO	:	Epoch 30 | loss: 0.064078 | val_loss: 0.0640929 | Time: 3059.92 ms
[2020-11-26 19:04:32	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0640883 | val_loss: 0.0640935 | Time: 3044.05 ms
[2020-11-26 19:04:35	                main:581]	:	INFO	:	Epoch 32 | loss: 0.0640794 | val_loss: 0.0640466 | Time: 3024.19 ms
[2020-11-26 19:04:38	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0640285 | val_loss: 0.063992 | Time: 3154.25 ms
[2020-11-26 19:04:41	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0640082 | val_loss: 0.0640151 | Time: 3011.63 ms
[2020-11-26 19:04:44	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0640045 | val_loss: 0.0640104 | Time: 3107.83 ms
[2020-11-26 19:04:47	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0640113 | val_loss: 0.0640222 | Time: 3101.06 ms
[2020-11-26 19:04:50	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0640024 | val_loss: 0.0640017 | Time: 3004.02 ms
[2020-11-26 19:04:53	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0640083 | val_loss: 0.0640101 | Time: 3159.88 ms
[2020-11-26 19:04:56	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0640098 | val_loss: 0.0640058 | Time: 2984.64 ms
[2020-11-26 19:04:59	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0640177 | val_loss: 0.0640406 | Time: 3047.57 ms
[2020-11-26 19:05:02	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0640213 | val_loss: 0.064026 | Time: 3076.3 ms
[2020-11-26 19:05:05	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0640265 | val_loss: 0.0640403 | Time: 3002.51 ms
[2020-11-26 19:05:08	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0640288 | val_loss: 0.0640307 | Time: 3089.73 ms
[2020-11-26 19:05:11	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0640311 | val_loss: 0.0640264 | Time: 3070.7 ms
[2020-11-26 19:05:14	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0640283 | val_loss: 0.0640293 | Time: 3051.99 ms
[2020-11-26 19:05:17	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0640268 | val_loss: 0.0640096 | Time: 3049.91 ms
[2020-11-26 19:05:21	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0640347 | val_loss: 0.0640235 | Time: 3116.45 ms
[2020-11-26 19:05:24	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0640304 | val_loss: 0.0640092 | Time: 3181.1 ms
[2020-11-26 19:05:27	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0640288 | val_loss: 0.0640374 | Time: 2988.49 ms
[2020-11-26 19:05:30	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0640279 | val_loss: 0.0640171 | Time: 3154.94 ms
[2020-11-26 19:05:33	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0640306 | val_loss: 0.0640193 | Time: 3029.62 ms
[2020-11-26 19:05:36	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0640217 | val_loss: 0.0640009 | Time: 2986.75 ms
[2020-11-26 19:05:39	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0640159 | val_loss: 0.0640038 | Time: 3050.35 ms
[2020-11-26 19:05:42	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0640133 | val_loss: 0.0639993 | Time: 3063.55 ms
[2020-11-26 19:05:45	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0640039 | val_loss: 0.0639986 | Time: 3078.82 ms
[2020-11-26 19:05:48	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0640012 | val_loss: 0.0640071 | Time: 3013.72 ms
[2020-11-26 19:05:51	                main:581]	:	INFO	:	Epoch 57 | loss: 0.063999 | val_loss: 0.0640015 | Time: 2990.02 ms
[2020-11-26 19:05:54	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0640015 | val_loss: 0.0640112 | Time: 3006.26 ms
[2020-11-26 19:05:57	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0640233 | val_loss: 0.0640017 | Time: 3028.48 ms
[2020-11-26 19:06:00	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0640259 | val_loss: 0.0640027 | Time: 2979.39 ms
[2020-11-26 19:06:03	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0640212 | val_loss: 0.0640089 | Time: 3022.19 ms
[2020-11-26 19:06:06	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0640144 | val_loss: 0.0640174 | Time: 3043.04 ms
[2020-11-26 19:06:09	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0640118 | val_loss: 0.063999 | Time: 3006.42 ms
[2020-11-26 19:06:12	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0640074 | val_loss: 0.0639988 | Time: 2992.59 ms
[2020-11-26 19:06:15	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0640037 | val_loss: 0.0639936 | Time: 3161.53 ms
[2020-11-26 19:06:19	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0640138 | val_loss: 0.0640038 | Time: 3264.52 ms
[2020-11-26 19:06:22	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0640125 | val_loss: 0.064001 | Time: 3078.54 ms
[2020-11-26 19:06:25	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0640046 | val_loss: 0.0639884 | Time: 2985.39 ms
[2020-11-26 19:06:28	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0640095 | val_loss: 0.0640106 | Time: 3120.66 ms
[2020-11-26 19:06:31	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0640109 | val_loss: 0.0639985 | Time: 2968.42 ms
[2020-11-26 19:06:34	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0640148 | val_loss: 0.0640185 | Time: 3116.18 ms
[2020-11-26 19:06:37	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0640078 | val_loss: 0.0640124 | Time: 3079.13 ms
[2020-11-26 19:06:40	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0640035 | val_loss: 0.0639964 | Time: 3027.21 ms
[2020-11-26 19:06:43	                main:581]	:	INFO	:	Epoch 74 | loss: 0.064001 | val_loss: 0.0639879 | Time: 3074.95 ms
[2020-11-26 19:06:46	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0639994 | val_loss: 0.0640004 | Time: 3012.52 ms
[2020-11-26 19:06:49	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0640036 | val_loss: 0.0639869 | Time: 2979.84 ms
[2020-11-26 19:06:52	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0640036 | val_loss: 0.0640016 | Time: 3029.78 ms
[2020-11-26 19:06:55	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0640038 | val_loss: 0.0639729 | Time: 3038.79 ms
[2020-11-26 19:06:58	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0639958 | val_loss: 0.0639668 | Time: 3125.47 ms
[2020-11-26 19:07:01	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0639903 | val_loss: 0.0639856 | Time: 3146.33 ms
[2020-11-26 19:07:04	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0639711 | val_loss: 0.0639478 | Time: 2963.67 ms
[2020-11-26 19:07:08	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0639715 | val_loss: 0.0639465 | Time: 3230.06 ms
[2020-11-26 19:07:11	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0639715 | val_loss: 0.0639514 | Time: 2993.51 ms
[2020-11-26 19:07:14	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0639658 | val_loss: 0.0639764 | Time: 3060.16 ms
[2020-11-26 19:07:17	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0639685 | val_loss: 0.0639328 | Time: 3011.65 ms
[2020-11-26 19:07:20	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0639429 | val_loss: 0.0639327 | Time: 2955.15 ms
[2020-11-26 19:07:23	                main:581]	:	INFO	:	Epoch 87 | loss: 0.063939 | val_loss: 0.0639207 | Time: 2960.68 ms
[2020-11-26 19:07:26	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0639386 | val_loss: 0.0639302 | Time: 3222.59 ms
[2020-11-26 19:07:29	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0639352 | val_loss: 0.0639331 | Time: 3229.07 ms
[2020-11-26 19:07:32	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0639426 | val_loss: 0.0639364 | Time: 3075.04 ms
[2020-11-26 19:07:35	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0639406 | val_loss: 0.0639306 | Time: 3099.05 ms
[2020-11-26 19:07:38	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0639435 | val_loss: 0.0639421 | Time: 3136.27 ms
[2020-11-26 19:07:41	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0639372 | val_loss: 0.0639415 | Time: 2960.86 ms
[2020-11-26 19:07:44	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0639415 | val_loss: 0.0639458 | Time: 3026.46 ms
[2020-11-26 19:07:47	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0639445 | val_loss: 0.063951 | Time: 3040.05 ms
[2020-11-26 19:07:50	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0639413 | val_loss: 0.063954 | Time: 3101 ms
[2020-11-26 19:07:54	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0639429 | val_loss: 0.0639664 | Time: 3132.77 ms
[2020-11-26 19:07:57	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0639758 | val_loss: 0.0639772 | Time: 3010.31 ms
[2020-11-26 19:08:00	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0639784 | val_loss: 0.0639757 | Time: 2971.54 ms
[2020-11-26 19:08:03	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0639791 | val_loss: 0.0639751 | Time: 3019.87 ms
[2020-11-26 19:08:06	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0639755 | val_loss: 0.0639618 | Time: 3168.56 ms
[2020-11-26 19:08:09	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0639699 | val_loss: 0.063947 | Time: 3306.5 ms
[2020-11-26 19:08:12	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0639493 | val_loss: 0.0639472 | Time: 3231.02 ms
[2020-11-26 19:08:15	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0639496 | val_loss: 0.0639523 | Time: 3094.09 ms
[2020-11-26 19:08:18	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0639466 | val_loss: 0.0639314 | Time: 3011.18 ms
[2020-11-26 19:08:21	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0639356 | val_loss: 0.0639137 | Time: 3037.24 ms
[2020-11-26 19:08:25	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0639298 | val_loss: 0.0639043 | Time: 3142.79 ms
[2020-11-26 19:08:28	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0639329 | val_loss: 0.0639118 | Time: 3115.87 ms
[2020-11-26 19:08:31	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0639333 | val_loss: 0.0639472 | Time: 3026.02 ms
[2020-11-26 19:08:34	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0639714 | val_loss: 0.0639505 | Time: 2972.71 ms
[2020-11-26 19:08:37	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0639951 | val_loss: 0.0639973 | Time: 3059.5 ms
[2020-11-26 19:08:40	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0640241 | val_loss: 0.0639946 | Time: 3074.38 ms
[2020-11-26 19:08:43	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0640266 | val_loss: 0.0640013 | Time: 2987.99 ms
[2020-11-26 19:08:46	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0640248 | val_loss: 0.06399 | Time: 2972.56 ms
[2020-11-26 19:08:49	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0640292 | val_loss: 0.0640226 | Time: 2983.33 ms
[2020-11-26 19:08:52	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0640266 | val_loss: 0.0640144 | Time: 2993.82 ms
[2020-11-26 19:08:55	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0640226 | val_loss: 0.0640064 | Time: 3056.15 ms
[2020-11-26 19:08:58	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0640247 | val_loss: 0.0639989 | Time: 2974.47 ms
[2020-11-26 19:09:01	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0640406 | val_loss: 0.064069 | Time: 3060.35 ms
[2020-11-26 19:09:04	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0640743 | val_loss: 0.0640402 | Time: 3296.11 ms
[2020-11-26 19:09:07	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0640678 | val_loss: 0.0640611 | Time: 3049.47 ms
[2020-11-26 19:09:10	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0640727 | val_loss: 0.0640659 | Time: 3119.08 ms
[2020-11-26 19:09:14	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0640635 | val_loss: 0.0640436 | Time: 3351.04 ms
[2020-11-26 19:09:17	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0640655 | val_loss: 0.0640545 | Time: 3100.98 ms
[2020-11-26 19:09:20	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0640693 | val_loss: 0.064053 | Time: 3055.68 ms
[2020-11-26 19:09:23	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0640678 | val_loss: 0.0640642 | Time: 2988.36 ms
[2020-11-26 19:09:26	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0640674 | val_loss: 0.064059 | Time: 3081.9 ms
[2020-11-26 19:09:29	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0640663 | val_loss: 0.0640586 | Time: 3072.95 ms
[2020-11-26 19:09:32	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0640629 | val_loss: 0.0640542 | Time: 3119.95 ms
[2020-11-26 19:09:35	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0640579 | val_loss: 0.0640671 | Time: 3009.38 ms
[2020-11-26 19:09:38	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0640582 | val_loss: 0.0640517 | Time: 3053.97 ms
[2020-11-26 19:09:41	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0640704 | val_loss: 0.0640677 | Time: 2975.18 ms
[2020-11-26 19:09:44	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0640736 | val_loss: 0.0640586 | Time: 2979.71 ms
[2020-11-26 19:09:47	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0640756 | val_loss: 0.0640689 | Time: 3003.41 ms
[2020-11-26 19:09:50	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0640763 | val_loss: 0.0640518 | Time: 3053.9 ms
[2020-11-26 19:09:53	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0640684 | val_loss: 0.0640236 | Time: 3236.64 ms
[2020-11-26 19:09:57	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0640548 | val_loss: 0.0640231 | Time: 3082.14 ms
[2020-11-26 19:10:00	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0640497 | val_loss: 0.064036 | Time: 3062.84 ms
[2020-11-26 19:10:03	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0640512 | val_loss: 0.0640347 | Time: 2980.72 ms
[2020-11-26 19:10:06	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0640504 | val_loss: 0.06403 | Time: 3101.18 ms
[2020-11-26 19:10:09	                main:581]	:	INFO	:	Epoch 141 | loss: 0.064047 | val_loss: 0.0640169 | Time: 3067.1 ms
[2020-11-26 19:10:12	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0640423 | val_loss: 0.0640322 | Time: 2997.31 ms
[2020-11-26 19:10:15	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0640459 | val_loss: 0.0640157 | Time: 3164.01 ms
[2020-11-26 19:10:18	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0640448 | val_loss: 0.0640183 | Time: 3103.16 ms
[2020-11-26 19:10:21	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0640417 | val_loss: 0.0640235 | Time: 3001.74 ms
[2020-11-26 19:10:24	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0640407 | val_loss: 0.0640211 | Time: 2962.91 ms
[2020-11-26 19:10:27	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0640383 | val_loss: 0.064021 | Time: 3044.23 ms
[2020-11-26 19:10:30	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0640341 | val_loss: 0.0640049 | Time: 2989.56 ms
[2020-11-26 19:10:33	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0640228 | val_loss: 0.0639979 | Time: 2993.37 ms
[2020-11-26 19:10:36	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0640178 | val_loss: 0.0640081 | Time: 3090.87 ms
[2020-11-26 19:10:39	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0640171 | val_loss: 0.0640176 | Time: 3128.87 ms
[2020-11-26 19:10:42	                main:581]	:	INFO	:	Epoch 152 | loss: 0.064017 | val_loss: 0.0640073 | Time: 3150.16 ms
[2020-11-26 19:10:46	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0640192 | val_loss: 0.0640112 | Time: 3147.52 ms
[2020-11-26 19:10:49	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0640185 | val_loss: 0.064016 | Time: 3142.46 ms
[2020-11-26 19:10:52	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0640242 | val_loss: 0.0640225 | Time: 3041.83 ms
[2020-11-26 19:10:55	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0640236 | val_loss: 0.0640136 | Time: 3007.73 ms
[2020-11-26 19:10:58	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0640242 | val_loss: 0.0640137 | Time: 2989.4 ms
[2020-11-26 19:11:01	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0640248 | val_loss: 0.0640041 | Time: 3106.89 ms
[2020-11-26 19:11:04	                main:581]	:	INFO	:	Epoch 159 | loss: 0.064024 | val_loss: 0.0640023 | Time: 3063.99 ms
[2020-11-26 19:11:07	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0640268 | val_loss: 0.0640189 | Time: 3010.5 ms
[2020-11-26 19:11:10	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0640261 | val_loss: 0.0640121 | Time: 2969.91 ms
[2020-11-26 19:11:13	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0640206 | val_loss: 0.0639882 | Time: 3060.79 ms
[2020-11-26 19:11:16	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0640083 | val_loss: 0.0639814 | Time: 3019.1 ms
[2020-11-26 19:11:19	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0640067 | val_loss: 0.063985 | Time: 2981.75 ms
[2020-11-26 19:11:22	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0640076 | val_loss: 0.0639875 | Time: 3018.55 ms
[2020-11-26 19:11:25	                main:581]	:	INFO	:	Epoch 166 | loss: 0.064007 | val_loss: 0.0639788 | Time: 3018.07 ms
[2020-11-26 19:11:28	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0640059 | val_loss: 0.0639861 | Time: 3024.48 ms
[2020-11-26 19:11:31	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0640074 | val_loss: 0.0639824 | Time: 2993.07 ms
[2020-11-26 19:11:34	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0640077 | val_loss: 0.0639777 | Time: 2991.37 ms
[2020-11-26 19:11:37	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0640076 | val_loss: 0.0639822 | Time: 2980.89 ms
[2020-11-26 19:11:40	                main:581]	:	INFO	:	Epoch 171 | loss: 0.064007 | val_loss: 0.0639845 | Time: 3034.28 ms
[2020-11-26 19:11:43	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0640068 | val_loss: 0.0639896 | Time: 3076.3 ms
[2020-11-26 19:11:46	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0640072 | val_loss: 0.0639871 | Time: 3056.78 ms
[2020-11-26 19:11:49	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0640065 | val_loss: 0.0639905 | Time: 3021.48 ms
[2020-11-26 19:11:52	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0640077 | val_loss: 0.0639911 | Time: 3089.14 ms
[2020-11-26 19:11:55	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0640079 | val_loss: 0.063995 | Time: 3053.17 ms
[2020-11-26 19:11:58	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0640081 | val_loss: 0.0639784 | Time: 2998.42 ms
[2020-11-26 19:12:01	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0640031 | val_loss: 0.063985 | Time: 2981.57 ms
[2020-11-26 19:12:04	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0640034 | val_loss: 0.0639902 | Time: 3089.03 ms
[2020-11-26 19:12:07	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0640038 | val_loss: 0.0639868 | Time: 3064.53 ms
[2020-11-26 19:12:10	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0640027 | val_loss: 0.0639838 | Time: 3017.9 ms
[2020-11-26 19:12:14	                main:581]	:	INFO	:	Epoch 182 | loss: 0.064004 | val_loss: 0.0639691 | Time: 3101.06 ms
[2020-11-26 19:12:17	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0639987 | val_loss: 0.063964 | Time: 2981.93 ms
[2020-11-26 19:12:20	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0639961 | val_loss: 0.0639707 | Time: 3103.84 ms
[2020-11-26 19:12:23	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0639969 | val_loss: 0.0639711 | Time: 3137.51 ms
[2020-11-26 19:12:26	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0639967 | val_loss: 0.0639641 | Time: 3078.83 ms
[2020-11-26 19:12:29	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0639995 | val_loss: 0.0639689 | Time: 3042.47 ms
[2020-11-26 19:12:32	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0640002 | val_loss: 0.0639741 | Time: 3121.07 ms
[2020-11-26 19:12:35	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0639984 | val_loss: 0.0639661 | Time: 3045.96 ms
[2020-11-26 19:12:38	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0640019 | val_loss: 0.0639775 | Time: 3247.23 ms
[2020-11-26 19:12:41	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0640048 | val_loss: 0.063978 | Time: 3139.14 ms
[2020-11-26 19:12:45	                main:581]	:	INFO	:	Epoch 192 | loss: 0.064004 | val_loss: 0.0639769 | Time: 3090.48 ms
[2020-11-26 19:12:45	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0639769
[2020-11-26 19:12:45	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 19:12:45	                main:615]	:	INFO	:	Success, exiting..
19:12:45 (15735): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)